객체 추적을 위한 능동 벡터 모델에 관한 연구
A Study on the Active Vector Model for Object Tracking
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초록
In this thesis we propose a new active vector model which is able to track objects with an algorithm. First of all we classified a few basic shapes as the modes of the tracking object, which were learned by the principle components analysis, and then we extracted the representative feature vector and the minimum shape parameters. And we reorganize the sequence of basic shape change to the shape change based on the feature point vector. We modeled the object of target tracking and its moving using both the feature position vector and shape change vector obtained by the above process. The proposed method generates parameterized values based on the moving pattern of the object, provides better stability of the local structure than other models, and decreases the cost of convergence duration, which is the weakness of model-based tracking algorithms.
Abstract
In this thesis we propose a new active vector model which is able to track objects with an algorithm. First of all we classified a few basic shapes as the modes of the tracking object, which were learned by the principle components analysis, and then we extracted the representative feature vector and the minimum shape parameters. And we reorganize the sequence of basic shape change to the shape change based on the feature point vector. We modeled the object of target tracking and its moving using both the feature position vector and shape change vector obtained by the above process. The proposed method generates parameterized values based on the moving pattern of the object, provides better stability of the local structure than other models, and decreases the cost of convergence duration, which is the weakness of model-based tracking algorithms.
참고문헌 (4)
- T. F. Cootes, "Use of active shape models for locationg structures in medical images", Image and Vision Computing, 12(6), pp.355~365 (1994)
- 김진만, "Wavelet 변환과Search map을 사용한 능동형태모델 기반 객체 추적", 대한전자공학회 컴퓨터 소사이어티하계학술대회 논문집, 28(1), pp.128~132 (2005)
- 김진만, "Search map기반모델기반 객체추적의 개선에 관한 연구", 한국신호처리 시스템 학회 하계 학술대회 논문집, 6(1), pp.67~70 (2005)
- 주동현, "객체 추적을 위한 특징점 백터에 관한 연구", 한국정보기술학회 하계공동학술대회 논문집, 14(1), pp.103~105 (2019)
